The recent wildfires in Los Angeles have underscored the critical need for adaptive vegetation management strategies. Fueled by a combination of heavy rainfall followed by extreme heat and drought, exacerbated by climate change, the fires consumed over 37,000 acres, resulting in significant loss of life and property. This has prompted a reevaluation of traditional vegetation management practices that rely on fixed cycles.